On the Analysis of Probability-Possibility Transformations: Changing Operations and Graphical Models

Salem Benferhat, Amelie Levray, Karim Tabia

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract / Description of output

Representing and reasoning with uncertain information is a common topic in Artificial Intelligence. In this paper, we focus on probability-possibility transformations in the context of changing operations and graphical models. Existing works mainly propose probability-possibility transformations satisfying some desirable properties. Regarding the analysis of the behavior of these transformations with respect to changing operations (such as conditioning and marginalization), only few works addressed such issues. This paper concerns the commutativity of transformations with respect to some reasoning tasks such as marginalization and conditioning. Another crucial issue addressed in this paper is the one of probability-possibility transformations in the context of graphical models, especially the independence of events and variables.
Original languageEnglish
Title of host publicationProceedings of the 13th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty (ECSQARU’15), 2015
Place of PublicationCompiegne, France
PublisherSpringer
Number of pages10
Publication statusPublished - 2015
Event13th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty - Compiegne, France
Duration: 15 Jul 201517 Jul 2015
https://ecsqaru2015.hds.utc.fr/

Conference

Conference13th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Abbreviated titleECSQARU 2015
Country/TerritoryFrance
CityCompiegne
Period15/07/1517/07/15
Internet address

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